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1//===--- Quality.cpp ---------------------------------------------*- C++-*-===//2//3// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.4// See https://llvm.org/LICENSE.txt for license information.5// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception6//7//===----------------------------------------------------------------------===//8 9#include "Quality.h"10#include "AST.h"11#include "ASTSignals.h"12#include "FileDistance.h"13#include "SourceCode.h"14#include "index/Symbol.h"15#include "clang/AST/ASTContext.h"16#include "clang/AST/Decl.h"17#include "clang/AST/DeclCXX.h"18#include "clang/AST/DeclTemplate.h"19#include "clang/AST/DeclVisitor.h"20#include "clang/Basic/SourceManager.h"21#include "clang/Sema/CodeCompleteConsumer.h"22#include "llvm/ADT/StringRef.h"23#include "llvm/Support/Casting.h"24#include "llvm/Support/FormatVariadic.h"25#include "llvm/Support/MathExtras.h"26#include "llvm/Support/raw_ostream.h"27#include <algorithm>28#include <cmath>29#include <optional>30 31namespace clang {32namespace clangd {33 34static bool hasDeclInMainFile(const Decl &D) {35  auto &SourceMgr = D.getASTContext().getSourceManager();36  for (auto *Redecl : D.redecls()) {37    if (isInsideMainFile(Redecl->getLocation(), SourceMgr))38      return true;39  }40  return false;41}42 43static bool hasUsingDeclInMainFile(const CodeCompletionResult &R) {44  const auto &Context = R.Declaration->getASTContext();45  const auto &SourceMgr = Context.getSourceManager();46  if (R.ShadowDecl) {47    if (isInsideMainFile(R.ShadowDecl->getLocation(), SourceMgr))48      return true;49  }50  return false;51}52 53static SymbolQualitySignals::SymbolCategory categorize(const NamedDecl &ND) {54  if (const auto *FD = dyn_cast<FunctionDecl>(&ND)) {55    if (FD->isOverloadedOperator())56      return SymbolQualitySignals::Operator;57  }58  class Switch59      : public ConstDeclVisitor<Switch, SymbolQualitySignals::SymbolCategory> {60  public:61#define MAP(DeclType, Category)                                                \62  SymbolQualitySignals::SymbolCategory Visit##DeclType(const DeclType *) {     \63    return SymbolQualitySignals::Category;                                     \64  }65    MAP(NamespaceDecl, Namespace);66    MAP(NamespaceAliasDecl, Namespace);67    MAP(TypeDecl, Type);68    MAP(TypeAliasTemplateDecl, Type);69    MAP(ClassTemplateDecl, Type);70    MAP(CXXConstructorDecl, Constructor);71    MAP(CXXDestructorDecl, Destructor);72    MAP(ValueDecl, Variable);73    MAP(VarTemplateDecl, Variable);74    MAP(FunctionDecl, Function);75    MAP(FunctionTemplateDecl, Function);76    MAP(Decl, Unknown);77#undef MAP78  };79  return Switch().Visit(&ND);80}81 82static SymbolQualitySignals::SymbolCategory83categorize(const CodeCompletionResult &R) {84  if (R.Declaration)85    return categorize(*R.Declaration);86  if (R.Kind == CodeCompletionResult::RK_Macro)87    return SymbolQualitySignals::Macro;88  // Everything else is a keyword or a pattern. Patterns are mostly keywords89  // too, except a few which we recognize by cursor kind.90  switch (R.CursorKind) {91  case CXCursor_CXXMethod:92    return SymbolQualitySignals::Function;93  case CXCursor_ModuleImportDecl:94    return SymbolQualitySignals::Namespace;95  case CXCursor_MacroDefinition:96    return SymbolQualitySignals::Macro;97  case CXCursor_TypeRef:98    return SymbolQualitySignals::Type;99  case CXCursor_MemberRef:100    return SymbolQualitySignals::Variable;101  case CXCursor_Constructor:102    return SymbolQualitySignals::Constructor;103  default:104    return SymbolQualitySignals::Keyword;105  }106}107 108static SymbolQualitySignals::SymbolCategory109categorize(const index::SymbolInfo &D) {110  switch (D.Kind) {111  case index::SymbolKind::Namespace:112  case index::SymbolKind::NamespaceAlias:113    return SymbolQualitySignals::Namespace;114  case index::SymbolKind::Macro:115    return SymbolQualitySignals::Macro;116  case index::SymbolKind::Enum:117  case index::SymbolKind::Struct:118  case index::SymbolKind::Class:119  case index::SymbolKind::Protocol:120  case index::SymbolKind::Extension:121  case index::SymbolKind::Union:122  case index::SymbolKind::TypeAlias:123  case index::SymbolKind::TemplateTypeParm:124  case index::SymbolKind::TemplateTemplateParm:125  case index::SymbolKind::Concept:126    return SymbolQualitySignals::Type;127  case index::SymbolKind::Function:128  case index::SymbolKind::ClassMethod:129  case index::SymbolKind::InstanceMethod:130  case index::SymbolKind::StaticMethod:131  case index::SymbolKind::InstanceProperty:132  case index::SymbolKind::ClassProperty:133  case index::SymbolKind::StaticProperty:134  case index::SymbolKind::ConversionFunction:135    return SymbolQualitySignals::Function;136  case index::SymbolKind::Destructor:137    return SymbolQualitySignals::Destructor;138  case index::SymbolKind::Constructor:139    return SymbolQualitySignals::Constructor;140  case index::SymbolKind::Variable:141  case index::SymbolKind::Field:142  case index::SymbolKind::EnumConstant:143  case index::SymbolKind::Parameter:144  case index::SymbolKind::NonTypeTemplateParm:145    return SymbolQualitySignals::Variable;146  // FIXME: for backwards compatibility, the include directive kind is treated147  // the same as Unknown148  case index::SymbolKind::IncludeDirective:149  case index::SymbolKind::Using:150  case index::SymbolKind::Module:151  case index::SymbolKind::Unknown:152    return SymbolQualitySignals::Unknown;153  }154  llvm_unreachable("Unknown index::SymbolKind");155}156 157static bool isInstanceMember(const NamedDecl *ND) {158  if (!ND)159    return false;160  if (const auto *TP = dyn_cast<FunctionTemplateDecl>(ND))161    ND = TP->TemplateDecl::getTemplatedDecl();162  if (const auto *CM = dyn_cast<CXXMethodDecl>(ND))163    return !CM->isStatic();164  return isa<FieldDecl>(ND); // Note that static fields are VarDecl.165}166 167static bool isInstanceMember(const index::SymbolInfo &D) {168  switch (D.Kind) {169  case index::SymbolKind::InstanceMethod:170  case index::SymbolKind::InstanceProperty:171  case index::SymbolKind::Field:172    return true;173  default:174    return false;175  }176}177 178void SymbolQualitySignals::merge(const CodeCompletionResult &SemaCCResult) {179  Deprecated |= (SemaCCResult.Availability == CXAvailability_Deprecated);180  Category = categorize(SemaCCResult);181 182  if (SemaCCResult.Declaration) {183    ImplementationDetail |= isImplementationDetail(SemaCCResult.Declaration);184    if (auto *ID = SemaCCResult.Declaration->getIdentifier())185      ReservedName = ReservedName || isReservedName(ID->getName());186  } else if (SemaCCResult.Kind == CodeCompletionResult::RK_Macro)187    ReservedName =188        ReservedName || isReservedName(SemaCCResult.Macro->getName());189}190 191void SymbolQualitySignals::merge(const Symbol &IndexResult) {192  Deprecated |= (IndexResult.Flags & Symbol::Deprecated);193  ImplementationDetail |= (IndexResult.Flags & Symbol::ImplementationDetail);194  References = std::max(IndexResult.References, References);195  Category = categorize(IndexResult.SymInfo);196  ReservedName = ReservedName || isReservedName(IndexResult.Name);197}198 199float SymbolQualitySignals::evaluateHeuristics() const {200  float Score = 1;201 202  // This avoids a sharp gradient for tail symbols, and also neatly avoids the203  // question of whether 0 references means a bad symbol or missing data.204  if (References >= 10) {205    // Use a sigmoid style boosting function, which flats out nicely for large206    // numbers (e.g. 2.58 for 1M references).207    // The following boosting function is equivalent to:208    //   m = 0.06209    //   f = 12.0210    //   boost = f * sigmoid(m * std::log(References)) - 0.5 * f + 0.59211    // Sample data points: (10, 1.00), (100, 1.41), (1000, 1.82),212    //                     (10K, 2.21), (100K, 2.58), (1M, 2.94)213    float S = std::pow(References, -0.06);214    Score *= 6.0 * (1 - S) / (1 + S) + 0.59;215  }216 217  if (Deprecated)218    Score *= 0.1f;219  if (ReservedName)220    Score *= 0.1f;221  if (ImplementationDetail)222    Score *= 0.2f;223 224  switch (Category) {225  case Keyword: // Often relevant, but misses most signals.226    Score *= 4; // FIXME: important keywords should have specific boosts.227    break;228  case Type:229  case Function:230  case Variable:231    Score *= 1.1f;232    break;233  case Namespace:234    Score *= 0.8f;235    break;236  case Macro:237  case Destructor:238  case Operator:239    Score *= 0.5f;240    break;241  case Constructor: // No boost constructors so they are after class types.242  case Unknown:243    break;244  }245 246  return Score;247}248 249llvm::raw_ostream &operator<<(llvm::raw_ostream &OS,250                              const SymbolQualitySignals &S) {251  OS << llvm::formatv("=== Symbol quality: {0}\n", S.evaluateHeuristics());252  OS << llvm::formatv("\tReferences: {0}\n", S.References);253  OS << llvm::formatv("\tDeprecated: {0}\n", S.Deprecated);254  OS << llvm::formatv("\tReserved name: {0}\n", S.ReservedName);255  OS << llvm::formatv("\tImplementation detail: {0}\n", S.ImplementationDetail);256  OS << llvm::formatv("\tCategory: {0}\n", static_cast<int>(S.Category));257  return OS;258}259 260static SymbolRelevanceSignals::AccessibleScope261computeScope(const NamedDecl *D) {262  // Injected "Foo" within the class "Foo" has file scope, not class scope.263  const DeclContext *DC = D->getDeclContext();264  if (auto *R = dyn_cast_or_null<CXXRecordDecl>(D))265    if (R->isInjectedClassName())266      DC = DC->getParent();267  // Class constructor should have the same scope as the class.268  if (isa<CXXConstructorDecl>(D))269    DC = DC->getParent();270  bool InClass = false;271  for (; !DC->isFileContext(); DC = DC->getParent()) {272    if (DC->isFunctionOrMethod())273      return SymbolRelevanceSignals::FunctionScope;274    InClass = InClass || DC->isRecord();275  }276  if (InClass)277    return SymbolRelevanceSignals::ClassScope;278  // ExternalLinkage threshold could be tweaked, e.g. module-visible as global.279  // Avoid caching linkage if it may change after enclosing code completion.280  if (hasUnstableLinkage(D) || llvm::to_underlying(D->getLinkageInternal()) <281                                   llvm::to_underlying(Linkage::External))282    return SymbolRelevanceSignals::FileScope;283  return SymbolRelevanceSignals::GlobalScope;284}285 286void SymbolRelevanceSignals::merge(const Symbol &IndexResult) {287  SymbolURI = IndexResult.CanonicalDeclaration.FileURI;288  SymbolScope = IndexResult.Scope;289  IsInstanceMember |= isInstanceMember(IndexResult.SymInfo);290  if (!(IndexResult.Flags & Symbol::VisibleOutsideFile)) {291    Scope = AccessibleScope::FileScope;292  }293  if (MainFileSignals) {294    MainFileRefs =295        std::max(MainFileRefs,296                 MainFileSignals->ReferencedSymbols.lookup(IndexResult.ID));297    ScopeRefsInFile =298        std::max(ScopeRefsInFile,299                 MainFileSignals->RelatedNamespaces.lookup(IndexResult.Scope));300  }301}302 303void SymbolRelevanceSignals::computeASTSignals(304    const CodeCompletionResult &SemaResult) {305  if (!MainFileSignals)306    return;307  if ((SemaResult.Kind != CodeCompletionResult::RK_Declaration) &&308      (SemaResult.Kind != CodeCompletionResult::RK_Pattern))309    return;310  if (const NamedDecl *ND = SemaResult.getDeclaration()) {311    if (hasUnstableLinkage(ND))312      return;313    auto ID = getSymbolID(ND);314    if (!ID)315      return;316    MainFileRefs =317        std::max(MainFileRefs, MainFileSignals->ReferencedSymbols.lookup(ID));318    if (const auto *NSD = dyn_cast<NamespaceDecl>(ND->getDeclContext())) {319      if (NSD->isAnonymousNamespace())320        return;321      std::string Scope = printNamespaceScope(*NSD);322      if (!Scope.empty())323        ScopeRefsInFile = std::max(324            ScopeRefsInFile, MainFileSignals->RelatedNamespaces.lookup(Scope));325    }326  }327}328 329void SymbolRelevanceSignals::merge(const CodeCompletionResult &SemaCCResult) {330  if (SemaCCResult.Availability == CXAvailability_NotAvailable ||331      SemaCCResult.Availability == CXAvailability_NotAccessible)332    Forbidden = true;333 334  if (SemaCCResult.Declaration) {335    SemaSaysInScope = true;336    // We boost things that have decls in the main file. We give a fixed score337    // for all other declarations in sema as they are already included in the338    // translation unit.339    float DeclProximity = (hasDeclInMainFile(*SemaCCResult.Declaration) ||340                           hasUsingDeclInMainFile(SemaCCResult))341                              ? 1.0342                              : 0.6;343    SemaFileProximityScore = std::max(DeclProximity, SemaFileProximityScore);344    IsInstanceMember |= isInstanceMember(SemaCCResult.Declaration);345    InBaseClass |= SemaCCResult.InBaseClass;346  }347 348  computeASTSignals(SemaCCResult);349  // Declarations are scoped, others (like macros) are assumed global.350  if (SemaCCResult.Declaration)351    Scope = std::min(Scope, computeScope(SemaCCResult.Declaration));352 353  NeedsFixIts = !SemaCCResult.FixIts.empty();354}355 356static float fileProximityScore(unsigned FileDistance) {357  // Range: [0, 1]358  // FileDistance = [0, 1, 2, 3, 4, .., FileDistance::Unreachable]359  // Score = [1, 0.82, 0.67, 0.55, 0.45, .., 0]360  if (FileDistance == FileDistance::Unreachable)361    return 0;362  // Assume approximately default options are used for sensible scoring.363  return std::exp(FileDistance * -0.4f / FileDistanceOptions().UpCost);364}365 366static float scopeProximityScore(unsigned ScopeDistance) {367  // Range: [0.6, 2].368  // ScopeDistance = [0, 1, 2, 3, 4, 5, 6, 7, .., FileDistance::Unreachable]369  // Score = [2.0, 1.55, 1.2, 0.93, 0.72, 0.65, 0.65, 0.65, .., 0.6]370  if (ScopeDistance == FileDistance::Unreachable)371    return 0.6f;372  return std::max(0.65, 2.0 * std::pow(0.6, ScopeDistance / 2.0));373}374 375static std::optional<llvm::StringRef>376wordMatching(llvm::StringRef Name, const llvm::StringSet<> *ContextWords) {377  if (ContextWords)378    for (const auto &Word : ContextWords->keys())379      if (Name.contains_insensitive(Word))380        return Word;381  return std::nullopt;382}383 384SymbolRelevanceSignals::DerivedSignals385SymbolRelevanceSignals::calculateDerivedSignals() const {386  DerivedSignals Derived;387  Derived.NameMatchesContext = wordMatching(Name, ContextWords).has_value();388  Derived.FileProximityDistance = !FileProximityMatch || SymbolURI.empty()389                                      ? FileDistance::Unreachable390                                      : FileProximityMatch->distance(SymbolURI);391  if (ScopeProximityMatch) {392    // For global symbol, the distance is 0.393    Derived.ScopeProximityDistance =394        SymbolScope ? ScopeProximityMatch->distance(*SymbolScope) : 0;395  }396  return Derived;397}398 399float SymbolRelevanceSignals::evaluateHeuristics() const {400  DerivedSignals Derived = calculateDerivedSignals();401  float Score = 1;402 403  if (Forbidden)404    return 0;405 406  Score *= NameMatch;407 408  // File proximity scores are [0,1] and we translate them into a multiplier in409  // the range from 1 to 3.410  Score *= 1 + 2 * std::max(fileProximityScore(Derived.FileProximityDistance),411                            SemaFileProximityScore);412 413  if (ScopeProximityMatch)414    // Use a constant scope boost for sema results, as scopes of sema results415    // can be tricky (e.g. class/function scope). Set to the max boost as we416    // don't load top-level symbols from the preamble and sema results are417    // always in the accessible scope.418    Score *= SemaSaysInScope419                 ? 2.0420                 : scopeProximityScore(Derived.ScopeProximityDistance);421 422  if (Derived.NameMatchesContext)423    Score *= 1.5;424 425  // Symbols like local variables may only be referenced within their scope.426  // Conversely if we're in that scope, it's likely we'll reference them.427  if (Query == CodeComplete) {428    // The narrower the scope where a symbol is visible, the more likely it is429    // to be relevant when it is available.430    switch (Scope) {431    case GlobalScope:432      break;433    case FileScope:434      Score *= 1.5f;435      break;436    case ClassScope:437      Score *= 2;438      break;439    case FunctionScope:440      Score *= 4;441      break;442    }443  } else {444    // For non-completion queries, the wider the scope where a symbol is445    // visible, the more likely it is to be relevant.446    switch (Scope) {447    case GlobalScope:448      break;449    case FileScope:450      Score *= 0.5f;451      break;452    default:453      // TODO: Handle other scopes as we start to use them for index results.454      break;455    }456  }457 458  if (TypeMatchesPreferred)459    Score *= 5.0;460 461  // Penalize non-instance members when they are accessed via a class instance.462  if (!IsInstanceMember &&463      (Context == CodeCompletionContext::CCC_DotMemberAccess ||464       Context == CodeCompletionContext::CCC_ArrowMemberAccess)) {465    Score *= 0.2f;466  }467 468  if (InBaseClass)469    Score *= 0.5f;470 471  // Penalize for FixIts.472  if (NeedsFixIts)473    Score *= 0.5f;474 475  // Use a sigmoid style boosting function similar to `References`, which flats476  // out nicely for large values. This avoids a sharp gradient for heavily477  // referenced symbols. Use smaller gradient for ScopeRefsInFile since ideally478  // MainFileRefs <= ScopeRefsInFile.479  if (MainFileRefs >= 2) {480    // E.g.: (2, 1.12), (9, 2.0), (48, 3.0).481    float S = std::pow(MainFileRefs, -0.11);482    Score *= 11.0 * (1 - S) / (1 + S) + 0.7;483  }484  if (ScopeRefsInFile >= 2) {485    // E.g.: (2, 1.04), (14, 2.0), (109, 3.0), (400, 3.6).486    float S = std::pow(ScopeRefsInFile, -0.10);487    Score *= 10.0 * (1 - S) / (1 + S) + 0.7;488  }489 490  return Score;491}492 493llvm::raw_ostream &operator<<(llvm::raw_ostream &OS,494                              const SymbolRelevanceSignals &S) {495  OS << llvm::formatv("=== Symbol relevance: {0}\n", S.evaluateHeuristics());496  OS << llvm::formatv("\tName: {0}\n", S.Name);497  OS << llvm::formatv("\tName match: {0}\n", S.NameMatch);498  if (S.ContextWords)499    OS << llvm::formatv(500        "\tMatching context word: {0}\n",501        wordMatching(S.Name, S.ContextWords).value_or("<none>"));502  OS << llvm::formatv("\tForbidden: {0}\n", S.Forbidden);503  OS << llvm::formatv("\tNeedsFixIts: {0}\n", S.NeedsFixIts);504  OS << llvm::formatv("\tIsInstanceMember: {0}\n", S.IsInstanceMember);505  OS << llvm::formatv("\tInBaseClass: {0}\n", S.InBaseClass);506  OS << llvm::formatv("\tContext: {0}\n", getCompletionKindString(S.Context));507  OS << llvm::formatv("\tQuery type: {0}\n", static_cast<int>(S.Query));508  OS << llvm::formatv("\tScope: {0}\n", static_cast<int>(S.Scope));509 510  OS << llvm::formatv("\tSymbol URI: {0}\n", S.SymbolURI);511  OS << llvm::formatv("\tSymbol scope: {0}\n",512                      S.SymbolScope ? *S.SymbolScope : "<None>");513 514  SymbolRelevanceSignals::DerivedSignals Derived = S.calculateDerivedSignals();515  if (S.FileProximityMatch) {516    unsigned Score = fileProximityScore(Derived.FileProximityDistance);517    OS << llvm::formatv("\tIndex URI proximity: {0} (distance={1})\n", Score,518                        Derived.FileProximityDistance);519  }520  OS << llvm::formatv("\tSema file proximity: {0}\n", S.SemaFileProximityScore);521 522  OS << llvm::formatv("\tSema says in scope: {0}\n", S.SemaSaysInScope);523  if (S.ScopeProximityMatch)524    OS << llvm::formatv("\tIndex scope boost: {0}\n",525                        scopeProximityScore(Derived.ScopeProximityDistance));526 527  OS << llvm::formatv(528      "\tType matched preferred: {0} (Context type: {1}, Symbol type: {2}\n",529      S.TypeMatchesPreferred, S.HadContextType, S.HadSymbolType);530 531  return OS;532}533 534float evaluateSymbolAndRelevance(float SymbolQuality, float SymbolRelevance) {535  return SymbolQuality * SymbolRelevance;536}537 538// Produces an integer that sorts in the same order as F.539// That is: a < b <==> encodeFloat(a) < encodeFloat(b).540static uint32_t encodeFloat(float F) {541  static_assert(std::numeric_limits<float>::is_iec559);542  constexpr uint32_t TopBit = ~(~uint32_t{0} >> 1);543 544  // Get the bits of the float. Endianness is the same as for integers.545  uint32_t U = llvm::bit_cast<uint32_t>(F);546  // IEEE 754 floats compare like sign-magnitude integers.547  if (U & TopBit)    // Negative float.548    return 0 - U;    // Map onto the low half of integers, order reversed.549  return U + TopBit; // Positive floats map onto the high half of integers.550}551 552std::string sortText(float Score, llvm::StringRef Name) {553  // We convert -Score to an integer, and hex-encode for readability.554  // Example: [0.5, "foo"] -> "41000000foo"555  std::string S;556  llvm::raw_string_ostream OS(S);557  llvm::write_hex(OS, encodeFloat(-Score), llvm::HexPrintStyle::Lower,558                  /*Width=*/2 * sizeof(Score));559  OS << Name;560  return S;561}562 563llvm::raw_ostream &operator<<(llvm::raw_ostream &OS,564                              const SignatureQualitySignals &S) {565  OS << llvm::formatv("=== Signature Quality:\n");566  OS << llvm::formatv("\tNumber of parameters: {0}\n", S.NumberOfParameters);567  OS << llvm::formatv("\tNumber of optional parameters: {0}\n",568                      S.NumberOfOptionalParameters);569  OS << llvm::formatv("\tKind: {0}\n", S.Kind);570  return OS;571}572 573} // namespace clangd574} // namespace clang575